
Watermark_Spoofing
Research code and dataset (WSD) for evaluating audio watermarking impact on anti-spoofing, using wav2vec2 XLS-R and knowledge-preserving learning.

Research code and dataset (WSD) for evaluating audio watermarking impact on anti-spoofing, using wav2vec2 XLS-R and knowledge-preserving learning.

CVE-2025-31337 Security Advisory - Critical Buffer Overflow in AI Chatbot Framework

Implementation of optimal coupling-based distortion-free text watermarking to embed detectable signals in LLM-generated text while preserving quality.

Technical analysis of the LangChain serialization injection vulnerability CVE-2025-68664.

Open standard for documenting security-relevant metadata of AI models, including training data provenance, PII risk, known vulnerabilities, and…

A technical case study and timeline dataset documenting Google Gemini 2.5 Pro's safety alignment policies, guardrails, and refusal behavior evolution…

Reproducible AI-assisted vulnerability rediscovery of CVE-2026-42945 in nginx, including technical analysis, PoC trigger, and patch validation for…

This technical research and review is for educational purposes on public code and constitutes Fair Dealing under the Copyright Act (Canada).

Detailed disclosure of CVE-2025-68664, a critical deserialization vulnerability in LangChain core allowing secret exfiltration and potential RCE via…

Artefacts for blog post on finding CVE-2025-37899 with o3

CAWODOG is a proof-of-concept project demonstrating how to protect Python-based AI models deployed on offline industrial machines. Across three…

This study analyzes Python pickle deserialization vulnerabilities, focusing on CVE-2024-3568 in Hugging Face Transformers' TFAutoModel. We reproduce…

vulnerability in CVE 2025-9998 and solution for those vulnerability with help artificial intelligence

Evaluation framework for AI penetration testing agents that measures validated vulnerability discovery using LLM-based semantic matching, bipartite…

VulnAgent-X: A Layered Agentic Framework for Repository-Level Vulnerability Detection

Detailed security advisory for CVE-2025-492025, documenting a UI misrepresentation vulnerability in Copilot AI that injects unintended hyperlinks…

LLM-driven agentic group shilling attack framework that manipulates black-box collaborative-filtering recommender rankings using adaptive multi-role…

AI Infrastructure Vulnerability Research. CVE-2026-78906: Prompt injection and memory exfiltration in OpenAI's ChatGPT API.